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This lecture covers linear constraints and degeneracy in polyhedrons, focusing on examples of polyhedrons in R2 and their equivalent forms in R5. The instructor explains the concept of basic solutions and defines degenerate basic solutions as those where more constraints are active than variables or more variables are zero than the difference between variables and constraints.